Spending on AI Is Easy. Governing It Is Hard.
Enterprises learned that buying GPUs is not the same as using them. The same lesson is arriving one layer up, in tokens, and the fix is governing every token where it is spent: in the request path.

Enterprises learned that buying GPUs is not the same as using them. The same lesson is arriving one layer up, in tokens, and the fix is governing every token where it is spent: in the request path.

Parallel Works CEO Matthew Shaxted discusses the company's journey, AI infrastructure, and what it takes to shape the future of AI in this Authority Magazine interview.

How Parallel Works ACTIVATE closes the gap between GPU spend and production AI
*Challenges with Streamlining Multiple Cluster Job Schedulers*
Learn the foundations of high performance computing, from parallel architectures and schedulers to modern hybrid cloud HPC platforms.

Explore why organizations are combining on-premises systems with elastic multi-cloud infrastructure for secure, scalable HPC and AI.